Coronary Artery Segmentation on ImageCAS
70.61DSCGCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GCNParams (M)=41.5, Loss=Ldice2026.03 | 70.61 | 27.8718 | 1.2433 | |
| GCNParams (M)=41.5, Loss=Lfocal2026.03 | 69.88 | 27.997 | 1.4352 | |
| TS ConvGRUParams (M)=35.2, Loss=Ldice2026.03 | 68.78 | 30.335 | 1.4336 | |
| MDSVM-UNetParams (M)=26.7, Loss=Ldice2026.03 | 68.6 | 27.843 | 0.9023 | |
| MDSVM-UNetParams (M)=26.7, Loss=Lfocal2026.03 | 68.14 | 27.5249 | 0.926 | |
| TS ConvGRUParams (M)=35.2, Loss=Lfocal2026.03 | 67.66 | 32.4501 | 1.5864 | |
| DSU-NetParams (M)=29.0, Loss=Ldice2026.03 | 67.56 | 28.3684 | 0.9434 | |
| SwinUnetParams (M)=256.3, Loss=Ldice2026.03 | 67.23 | 31.8069 | 0.927 | |
| 3D U-Net++Params (M)=27.5, Loss=Ldice2026.03 | 67.12 | 29.5178 | 1.0197 | |
| 3D U-Net++Params (M)=27.5, Loss=Lfocal2026.03 | 67.1 | 28.8714 | 0.984 | |
| DSU-NetParams (M)=29.0, Loss=Lfocal2026.03 | 66.43 | 35.4624 | 0.9711 | |
| SwinUnetParams (M)=256.3, Loss=Lfocal2026.03 | 66.43 | 41.9588 | 1.2368 | |
| ImageCASParams (M)=27.6, Loss=Ldice2026.03 | 66 | 29.1486 | 0.9129 | |
| 3D U-NetParams (M)=25.0, Loss=Ldice2026.03 | 65.99 | 31.1518 | 1.1167 | |
| LightM-UNetParams (M)=20.2, Loss=Ldice2026.03 | 65.3 | 34.8181 | 1.0017 | |
| 3D U-NetParams (M)=25.0, Loss=Lfocal2026.03 | 65.21 | 30.9527 | 1.1966 | |
| LightM-UNetParams (M)=20.2, Loss=Lfocal2026.03 | 64.46 | 46.4927 | 1.2864 | |
| FCNParams (M)=20.0, Loss=Ldice2026.03 | 57.55 | 42.8031 | 1.6885 | |
| UltraLightParams (M)=0.238, Loss=Ldice2026.03 | 57.45 | 50.9597 | 1.4438 | |
| UltraLightParams (M)=0.238, Loss=Lfocal2026.03 | 56.72 | 67.1512 | 1.3475 | |
| FCNParams (M)=20.0, Loss=Lfocal2026.03 | 55.73 | 37.0958 | 1.7619 |